{"id":"W4409616942","doi":"10.1136/bmjopen-2025-101234","title":"Protocol of the pilot study to test and evaluate the iCARE tool: a machine learning-based e-platform tool to make health prognoses and support decision-making for the care of older persons with complex chronic conditions","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; European Commission; Univerzita Karlova v Praze","keywords":"Medicine; Health care; Thematic analysis; Usability; Psychosocial; Psychological intervention; Test (biology); Protocol (science); Data collection; Multivariate analysis; Clinical decision support system; Nursing; Medical education; Family medicine; Qualitative research; Alternative medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02991666,0.001923045,0.001909312,0.001268021,0.002787194,0.001868563,0.002290678,0.002914564,0.04293298],"category_scores_gemma":[0.03139918,0.001413306,0.00199307,0.000836437,0.002011265,0.001674136,0.002168988,0.005007955,0.01248108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002472055,"about_ca_system_score_gemma":0.01493549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911183,"about_ca_topic_score_gemma":0.002536133,"domain_scores_codex":[0.9902886,0.005825166,0.001203967,0.000930995,0.001117135,0.0006341428],"domain_scores_gemma":[0.9782562,0.00646861,0.001770981,0.003701794,0.007520454,0.002282063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1695458,0.1375132,0.02038492,0.03249127,0.0008434376,0.003363008,0.01528649,0.008383161,0.01732417,0.02416768,0.09324078,0.477456],"study_design_scores_gemma":[0.1696912,0.2016201,0.06519587,0.01519278,0.0009047297,0.001303945,0.01016979,0.007043997,0.01950871,0.01877301,0.4898212,0.000774581],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01204431,0.0001430171,0.00715799,0.000249193,0.000259584,0.9768636,0.001236095,0.00009144675,0.001954827],"genre_scores_gemma":[0.005023926,0.0000710032,0.005783995,0.000173153,0.00003360392,0.9881567,0.0002224243,0.000006864977,0.0005282854],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04293298,"threshold_uncertainty_score":0.1582163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114541116853887,"score_gpt":0.4741853337758791,"score_spread":0.3596442169219921,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}